Anomaly Detection on VisA and MVTec AD (AUROC, AP)
93.5AUROCAdaptCLIP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AdaptCLIPCross-dataset zero-shot protocol=true2026.04 | 93.5 | 96.7 | |
| VCP-CLIPCross-dataset zero-shot protocol=true2026.04 | 92.1 | 96.9 | |
| WinCLIPCross-dataset zero-shot protocol=true2026.04 | 91.8 | 96.5 | |
| AnomalyCLIPCross-dataset zero-shot protocol=true2026.04 | 91.5 | 96.2 | |
| SPGBackbone=DINOv3 ViT-L, Cross-dataset zero-shot protocol=true2026.04 | 91.4 | 95.7 | |
| AA-CLIPCross-dataset zero-shot protocol=true2026.04 | 90.5 | — | |
| AdaCLIPCross-dataset zero-shot protocol=true2026.04 | 89.2 | — | |
| SPGBackbone=OpenCLIP, Cross-dataset zero-shot protocol=true2026.04 | 79.3 | 89.6 |